Pith Number

pith:3NKLMQQF

pith:2025:3NKLMQQFRS3UKQ7OCLAPH2Q444

not attested not anchored not stored refs pending

Generative Flow Networks for Personalized Multimedia Systems: A Case Study on Short Video Feeds

Jiangchuan Liu, Ling Pan, Rui-Xiao Zhang, Xue Liu, Yili Jin

arxiv:2508.17166 v1 · 2025-08-23 · cs.MM · eess.IV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3NKLMQQFRS3UKQ7OCLAPH2Q444}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T11:58:36.924237Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db54b642058cb74543ee12c0f3ea1ce70591ef28edc81959c7f9ad5d0ed4b16f

Aliases

arxiv: 2508.17166 · arxiv_version: 2508.17166v1 · doi: 10.48550/arxiv.2508.17166 · pith_short_12: 3NKLMQQFRS3U · pith_short_16: 3NKLMQQFRS3UKQ7O · pith_short_8: 3NKLMQQF

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/3NKLMQQFRS3UKQ7OCLAPH2Q444 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: db54b642058cb74543ee12c0f3ea1ce70591ef28edc81959c7f9ad5d0ed4b16f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bf37263771ce3b88b5e330da57da1ed2baad0f33b06dd8ff4616deeffaca2aab",
    "cross_cats_sorted": [
      "eess.IV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MM",
    "submitted_at": "2025-08-23T23:33:12Z",
    "title_canon_sha256": "2c098c5c9f0de538cfc7186c2a28e6e191285e441b6bd1c41c55ec1441327cd2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.17166",
    "kind": "arxiv",
    "version": 1
  }
}